Order custom papers, masters thesis and dissertation in 3 guided steps; human written!
Posted: February 9th, 2023
Homework Assignment 2:
1. [15 points] Prepare a line graph for the ridership of Amtrak data from the beginning of 1991 to March 2004 with the labels indicating the axes. Print your R command and line graph. After observing the behavior of the ridership from your graph, answer the following questions using related statistics:
Which year/month does max/min belong to?
What are the range and IQR of the ridership? Are there any outliers?
2. [15 points] Prepare a boxplot of the ridership as well as a histogram. Print the boxplot/histogram with R commands to generate them. What can you say about the outliers (are there outliers) and distribution (is the distribution symmetric or skewed, if skewed, is it skewed to right or left)?
We handpick every writer with care, ensuring they bring the perfect mix of academic qualifications and writing skills for top-notch results in essays, research papers, and dissertation help. Each one has a university degree, more than a third with Masters certification; they’ve tackled tough tests and training to excel in thesis writing and research paper assignments at any time. They’ll team up with you diligently, keeping things easy and stress-free as they relate to being immediate students. That’s what makes us the best assignment help website for "help me write my essay, research paper, or dissertation" for college coursework. Trust our team—professional research essay writers and editors—to deliver your dissertation or thesis writing within your grading criteria and deadline.
3. [20 points] Use the Excel data set Pollution (the variables of this data set are explained below). Prepare a heatmap to observe the correlations of any two numeric variables of Pollution with correlation coefficients printed in cells. Print the heatmap and R command(s) to produce it. Which variable pairs have the highest/lowest positive/negative correlation. How do you interpret the highest positive and negative correlations as a data analyst, do these correlations make sense?
The Pollution.xlsx data set includes regional climate, pollution, and population demographic statistics from 1960 in the United States. Below are the descriptions for these variables.
Variable Description
PREC Average annual precipitation in inches
JANT Average January temperature in degrees F
JULT Average July temperature in degrees F
OVR65 Percent population aged 65 or older
POPN Average household size
EDUC Median school years completed by those over 22
HOUS Percent housing units, which are in good repair and with all facilities
DENS Population per square mile in urbanized areas, 1960
NONW Percent non-white population in urbanized areas, 1960
WWDRK Percent employed in white collar occupations
POOR Percent of families with income < $3000
HC Relative hydrocarbon pollution potential
NOX Relative nitric oxides pollution potential
SO2 Relative sulfur dioxide pollution potential
HUMID Annual average % relative humidity at 1:00 pm
MORT Total age-adjusted mortality rate per 100,000
4. [15 points] Select any five variables of Pollution you wish and prepare a matrix scatter plot with these five variables. Print the matrix scatter plot and the R command(s) to produce it. Interpret diagonal and off-diagonal elements of this matrix. Are the correlation coefficients you computed in line with your answer to Question 3?
Hint: Install GGally package first and then use ggpairs command like the one in your textbook.
5. [15 points] Use the Pollution data set for PCA. How many components are required for us to explain at least 99.9% of variance. Provide a table from the output to support your claim.
Hint: Refer to related lecture notes and textbook section. You can use an R command line like
“pcs <- prcomp(data.frame(Pollution))” to run the PCA.
No matter what citation style you need for your research paper or dissertation, our skilled writers have you covered! We provide thesis writing and dissertation help in formats like APA, AMA, MLA, Turabian, Harvard, IEEE, and more. We’re dedicated to customizing your order to the exact guidelines of your chosen style, ensuring it fits your unique academic needs—whether it’s a dissertation, research paper, or essay for a specific course. We’ve got the flexibility to make it work for you!
6. [20 points] Run the PCA one more time with scaling, and print its output. How many components are required for us to explain at least 80% of variance.
Hint: Modify the R command you used in Q6 by a line like “pcs <- prcomp(data.frame(Pollution), scale. =T)”.
7. [10 points, BONUS] Return the observations of the Pollution in terms of its principal components by setting the “scores” equal to these, i.e. use a command like “scores = pcs$x”. Print first five observations of the data set in terms of its principal components, i.e. type an R command like “head(scores, 5)”. Compute the correlation between any two columns of scores to see that the principal components of scores are not correlated, i.e. type an R command like “cor(scores[ ,1], scores[ ,2])”. Keep in mind that the correlation coefficient like “-5.360244e-17” in R is practically 0.
You can absolutely reach out to your academic writer using our simple, user-friendly chat feature. It’s there so you can add details, clarify instructions, or tweak adjustments for editing your research paper or dissertation according to your grading rubric—even after you’ve submitted "help me with thesis writing or dissertation help" and they’ve started working on your project.
====
You Want Quality and That’s What We Deliver
We’ve put together our writing team with care, choosing talented writers who shine in their fields. Each one goes through a tough selection process, where we look for folks with deep expertise in specific subjects and a solid history of academic writing. They bring their own mix of know-how and flair to the table, making sure our content hits the mark—packed with info, easy to read, and perfect for college students like you.
We don’t do AI-written essays or copycat work—everything’s original. Competitive pricing is a big deal for us; we keep costs fair while delivering top-notch quality. Our writers are some of the best out there, and we charge rates that stack up well against other services. This means you get stellar content without draining your wallet. Our pricing is straightforward and honest, built to give you real value for your money. That’s why students turn to us for high-quality writing services that won’t break the bank.
Academic integrity is at the heart of what we do. Every paper starts from scratch, with original research and writing tailored just for you. We write 100% authentic—no plagiarism research essays. Our strict quality control process includes scanning every draft with top tools like SafeAssign and Turnitin, so you get a similarity score and proof of originality. We’re obsessive about proper citation and referencing too, crediting every source to keep things legit. It’s all about giving you peace of mind with content that meets the highest standards.
When you decide to place an order with Dissertation Writer, here is what happens: